TraceRazor LangGraph/LangChain callback — token efficiency auditing
Project description
tracerazor-langgraph
LangGraph/LangChain callback adapter for TraceRazor.
Automatically captures every LLM call and tool call from your LangGraph graph with zero manual instrumentation.
Install
pip install tracerazor-langgraph
pip install tracerazor-langgraph[langgraph] # includes langgraph
Requires the tracerazor binary:
cargo build --release
export TRACERAZOR_BIN=/path/to/TraceRazor/target/release/tracerazor
Usage
from tracerazor_langgraph import TraceRazorCallback
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI
callback = TraceRazorCallback(
agent_name="support-agent",
threshold=70,
)
model = ChatOpenAI(model="gpt-4o-mini")
agent = create_react_agent(model, tools=[...])
result = agent.invoke(
{"messages": [HumanMessage(content="I want a refund")]},
config={"callbacks": [callback]},
)
# After the agent finishes:
report = callback.analyse()
print(report.markdown())
# CI/CD gate — raises AssertionError if TAS < threshold:
callback.assert_passes()
API
TraceRazorCallback(agent_name, framework, threshold, task_value_score, tracerazor_bin)
| param | default | description |
|---|---|---|
agent_name |
"langgraph-agent" |
shown in all reports |
framework |
"langgraph" |
framework label |
threshold |
70.0 |
minimum TAS for assert_passes() |
task_value_score |
1.0 |
answer quality (0–1) |
tracerazor_bin |
auto | path to binary; falls back to TRACERAZOR_BIN env var |
callback.analyse() → TraceRazorReport
Finalise and submit the trace. Returns the report.
callback.assert_passes()
Raise AssertionError if TAS < threshold.
callback.set_task_value_score(score: float)
Update quality score before calling analyse().
Project details
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